The Importance of Balanced Data Sets for Partial Least Squares Discriminant Analysis: Classification Problems Using Hyperspectral Imaging Data

Susanne W. Lindström; Paul Geladi; Oskar Jonsson; Fredrik Pettersson

doi:10.1255/jnirs.932

The Importance of Balanced Data Sets for Partial Least Squares Discriminant Analysis: Classification Problems Using Hyperspectral Imaging Data

Journal of Near Infrared Spectroscopy ◽

10.1255/jnirs.932 ◽

2011 ◽

Vol 19 (4) ◽

pp. 233-241 ◽

Cited By ~ 6

Author(s):

Susanne W. Lindström ◽

Paul Geladi ◽

Oskar Jonsson ◽

Fredrik Pettersson

Keyword(s):

Discriminant Analysis ◽

Least Squares ◽

Partial Least Squares ◽

Hyperspectral Imaging ◽

Data Sets ◽

Imaging Data ◽

Classification Problems

Download Full-text

Estimation of nitrogen content in cucumber plant (Cucumis sativus L.) leaves using hyperspectral imaging data with neural network and partial least squares regressions

Chemometrics and Intelligent Laboratory Systems ◽

10.1016/j.chemolab.2021.104404 ◽

2021 ◽

Vol 217 ◽

pp. 104404

Author(s):

Sajad Sabzi ◽

Razieh Pourdarbani ◽

Mohammad H. Rohban ◽

Ginés García-Mateos ◽

Juan I. Arribas

Keyword(s):

Neural Network ◽

Least Squares ◽

Nitrogen Content ◽

Partial Least Squares ◽

Cucumis Sativus ◽

Hyperspectral Imaging ◽

Cucumber Plant ◽

Imaging Data ◽

Cucumis Sativus L

Download Full-text

Classification of Lingwu long jujube internal bruise over time based on visible near-infrared hyperspectral imaging combined with partial least squares-discriminant analysis

Computers and Electronics in Agriculture ◽

10.1016/j.compag.2021.106043 ◽

2021 ◽

Vol 182 ◽

pp. 106043

Author(s):

Ruirui Yuan ◽

Guishan Liu ◽

Jianguo He ◽

Guoling Wan ◽

Naiyun Fan ◽

...

Keyword(s):

Discriminant Analysis ◽

Least Squares ◽

Partial Least Squares ◽

Hyperspectral Imaging ◽

Near Infrared ◽

Over Time

Download Full-text

A comparison of a common approach to partial least squares-discriminant analysis and classical least squares in hyperspectral imaging

International Journal of Pharmaceutics ◽

10.1016/j.ijpharm.2009.02.014 ◽

2009 ◽

Vol 373 (1-2) ◽

pp. 179-182 ◽

Cited By ~ 29

Author(s):

José Manuel Amigo ◽

Carsten Ravn ◽

Neal B. Gallagher ◽

Rasmus Bro

Keyword(s):

Discriminant Analysis ◽

Least Squares ◽

Partial Least Squares ◽

Hyperspectral Imaging

Download Full-text

Faculty Opinions recommendation of A consensus orthogonal partial least squares discriminant analysis (OPLS-DA) strategy for multiblock Omics data fusion.

Faculty Opinions – Post-Publication Peer Review of the Biomedical Literature ◽

10.3410/f.722682169.793534129 ◽

2017 ◽

Author(s):

Robert Powers ◽

Eli Riekeberg

Keyword(s):

Discriminant Analysis ◽

Data Fusion ◽

Least Squares ◽

Partial Least Squares ◽

Omics Data

Download Full-text

Authentication of Douro DO monovarietal red wines based on anthocyanin profile: Comparison of partial least squares – discriminant analysis, decision trees and artificial neural networks

Food Control ◽

10.1016/j.foodcont.2021.107979 ◽

2021 ◽

Vol 125 ◽

pp. 107979

Author(s):

Fernanda Cosme ◽

Juliana Milheiro ◽

Joana Pires ◽

Fernanda Isabel Guerra-Gomes ◽

Luís Filipe-Ribeiro ◽

...

Keyword(s):

Neural Networks ◽

Artificial Neural Networks ◽

Discriminant Analysis ◽

Least Squares ◽

Decision Trees ◽

Partial Least Squares ◽

Red Wines ◽

Anthocyanin Profile ◽

Artificial Neural

Download Full-text

Comparison of partial least squares‐discriminant analysis and soft independent modeling of class analogy methods for classification of Saccharomyces cerevisiae cells based on mid‐infrared spectroscopy

Journal of Chemometrics ◽

10.1002/cem.3340 ◽

2021 ◽

Author(s):

Pedro Sousa Sampaio ◽

Cecília R. C. Calado

Keyword(s):

Saccharomyces Cerevisiae ◽

Infrared Spectroscopy ◽

Discriminant Analysis ◽

Least Squares ◽

Partial Least Squares ◽

Mid Infrared ◽

Mid Infrared Spectroscopy

Download Full-text

Rapid identification of milk samples by high and low frequency unfolded partial least squares discriminant analysis combined with near-infrared spectroscopy

Chemometrics and Intelligent Laboratory Systems ◽

10.1016/j.chemolab.2017.09.004 ◽

2017 ◽

Vol 170 ◽

pp. 96-101 ◽

Cited By ~ 9

Author(s):

Xihui Bian ◽

Caixia Zhang ◽

Peng Liu ◽

Junfu Wei ◽

Xiaoyao Tan ◽

...

Keyword(s):

Infrared Spectroscopy ◽

Discriminant Analysis ◽

Least Squares ◽

Partial Least Squares ◽

Near Infrared Spectroscopy ◽

Near Infrared ◽

Low Frequency ◽

Rapid Identification ◽

Milk Samples

Download Full-text

Patterns of Circulating Inflammatory Biomarkers in Older Persons with Varying Levels of Physical Performance: A Partial Least Squares-Discriminant Analysis Approach

Frontiers in Medicine ◽

10.3389/fmed.2014.00027 ◽

2014 ◽

Vol 1 ◽

Cited By ~ 26

Author(s):

Emanuele Marzetti ◽

Francesco Landi ◽

Federico Marini ◽

Matteo Cesari ◽

Thomas W. Buford ◽

...

Keyword(s):

Discriminant Analysis ◽

Least Squares ◽

Partial Least Squares ◽

Physical Performance ◽

Older Persons ◽

Inflammatory Biomarkers ◽

Analysis Approach

Download Full-text

Detection of total viable count in spiced beef using hyperspectral imaging combined with wavelet transform and multiway partial least squares algorithm

Journal of Food Safety ◽

10.1111/jfs.12390 ◽

2017 ◽

Vol 38 (1) ◽

Cited By ~ 2

Author(s):

Dong Yang ◽

Anxiang Lu ◽

Dong Ren ◽

Jihua Wang

Keyword(s):

Wavelet Transform ◽

Least Squares ◽

Partial Least Squares ◽

Hyperspectral Imaging ◽

Viable Count ◽

Total Viable Count ◽

Least Squares Algorithm

Download Full-text

Prediction of beef marbling using Hyperspectral Imaging (HSI) and Partial Least Squares Regression (PLSR)

Scientia Agropecuaria ◽

10.17268/sci.agropecu.2017.02.09 ◽

2017 ◽

Vol 8 (2) ◽

pp. 169-174 ◽

Cited By ~ 1

Author(s):

Victor Aredo ◽

Lía Velásquez ◽

Raúl Siche

Keyword(s):

Least Squares ◽

Partial Least Squares ◽

Hyperspectral Imaging ◽

Partial Least Squares Regression ◽

Least Squares Regression ◽

Beef Marbling

Download Full-text